CERTIVAIQ applies server-side policies, perimeter-based permissions and consistency checks before execution, with complete auditability of the question-to-answer lifecycle.
Business rules and access constraints enforced before querying.
Protected execution with limits, validations and controlled fallback.
Complete history of intent, execution plan, source and response.